{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 这篇笔记作为对于ARCADE数据集的探究\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pycocotools.coco import COCO\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "COCOROOT = \"./dataset/arcade_challenge_datasets/dataset_final_phase/test_case_segmentation\"\n",
    "ANNFILE = os.path.join(COCOROOT, f'annotations/instances_default.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=0.06s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[{'id': 1, 'name': '1', 'supercategory': ''},\n",
       " {'id': 2, 'name': '2', 'supercategory': ''},\n",
       " {'id': 3, 'name': '3', 'supercategory': ''},\n",
       " {'id': 4, 'name': '4', 'supercategory': ''},\n",
       " {'id': 5, 'name': '5', 'supercategory': ''},\n",
       " {'id': 6, 'name': '6', 'supercategory': ''},\n",
       " {'id': 7, 'name': '7', 'supercategory': ''},\n",
       " {'id': 8, 'name': '8', 'supercategory': ''},\n",
       " {'id': 9, 'name': '9', 'supercategory': ''},\n",
       " {'id': 10, 'name': '9a', 'supercategory': ''},\n",
       " {'id': 11, 'name': '10', 'supercategory': ''},\n",
       " {'id': 12, 'name': '10a', 'supercategory': ''},\n",
       " {'id': 13, 'name': '11', 'supercategory': ''},\n",
       " {'id': 14, 'name': '12', 'supercategory': ''},\n",
       " {'id': 15, 'name': '12a', 'supercategory': ''},\n",
       " {'id': 16, 'name': '13', 'supercategory': ''},\n",
       " {'id': 17, 'name': '14', 'supercategory': ''},\n",
       " {'id': 18, 'name': '14a', 'supercategory': ''},\n",
       " {'id': 19, 'name': '15', 'supercategory': ''},\n",
       " {'id': 20, 'name': '16', 'supercategory': ''},\n",
       " {'id': 21, 'name': '16a', 'supercategory': ''},\n",
       " {'id': 22, 'name': '16b', 'supercategory': ''},\n",
       " {'id': 23, 'name': '16c', 'supercategory': ''},\n",
       " {'id': 24, 'name': '12b', 'supercategory': ''},\n",
       " {'id': 25, 'name': '14b', 'supercategory': ''},\n",
       " {'id': 26, 'name': 'stenosis', 'supercategory': ''}]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# initialize COCO api for instance annotations\n",
    "coco=COCO(ANNFILE)\n",
    "coco.loadCats(coco.getCatIds())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({'id': 1,\n",
       "  'width': 512,\n",
       "  'height': 512,\n",
       "  'file_name': '1.png',\n",
       "  'license': 0,\n",
       "  'flickr_url': '',\n",
       "  'coco_url': '',\n",
       "  'date_captured': 0},\n",
       " {'id': 1,\n",
       "  'image_id': 1,\n",
       "  'category_id': 18,\n",
       "  'segmentation': [[252.3,\n",
       "    288.21,\n",
       "    257.7,\n",
       "    289.21,\n",
       "    261.5,\n",
       "    291.81,\n",
       "    264.5,\n",
       "    293.01,\n",
       "    266.7,\n",
       "    296.81,\n",
       "    267.7,\n",
       "    300.81,\n",
       "    267.9,\n",
       "    303.61,\n",
       "    266.7,\n",
       "    306.21,\n",
       "    264.7,\n",
       "    308.01,\n",
       "    265.5,\n",
       "    310.61,\n",
       "    266.3,\n",
       "    313.61,\n",
       "    261.9,\n",
       "    317.81,\n",
       "    259.9,\n",
       "    323.01,\n",
       "    259.5,\n",
       "    328.41,\n",
       "    259.5,\n",
       "    329.41,\n",
       "    260.1,\n",
       "    336.81,\n",
       "    262.1,\n",
       "    340.01,\n",
       "    262.1,\n",
       "    343.61,\n",
       "    263.1,\n",
       "    349.81,\n",
       "    264.1,\n",
       "    353.81,\n",
       "    265.9,\n",
       "    357.41,\n",
       "    267.1,\n",
       "    360.21,\n",
       "    270.9,\n",
       "    364.21,\n",
       "    272.3,\n",
       "    365.81,\n",
       "    273.5,\n",
       "    366.21,\n",
       "    275.3,\n",
       "    366.61,\n",
       "    278.3,\n",
       "    365.41,\n",
       "    282.9,\n",
       "    365.21,\n",
       "    287.1,\n",
       "    365.41,\n",
       "    287.5,\n",
       "    365.61,\n",
       "    288.1,\n",
       "    366.01,\n",
       "    289.3,\n",
       "    366.81,\n",
       "    290.0,\n",
       "    369.4,\n",
       "    292.5,\n",
       "    372.2,\n",
       "    295.5,\n",
       "    373.81,\n",
       "    298.1,\n",
       "    375.21,\n",
       "    301.1,\n",
       "    376.01,\n",
       "    305.7,\n",
       "    377.81,\n",
       "    308.7,\n",
       "    379.21,\n",
       "    311.1,\n",
       "    379.61,\n",
       "    312.9,\n",
       "    379.61,\n",
       "    315.1,\n",
       "    377.81,\n",
       "    316.7,\n",
       "    375.61,\n",
       "    318.7,\n",
       "    373.21,\n",
       "    321.5,\n",
       "    372.21,\n",
       "    324.3,\n",
       "    371.41,\n",
       "    328.3,\n",
       "    370.61,\n",
       "    331.1,\n",
       "    370.41,\n",
       "    335.1,\n",
       "    372.61,\n",
       "    337.7,\n",
       "    375.41,\n",
       "    338.3,\n",
       "    379.61,\n",
       "    338.5,\n",
       "    381.61,\n",
       "    339.5,\n",
       "    384.41,\n",
       "    341.9,\n",
       "    383.61,\n",
       "    342.6,\n",
       "    379.8,\n",
       "    344.7,\n",
       "    379.81,\n",
       "    347.1,\n",
       "    380.01,\n",
       "    348.1,\n",
       "    383.01,\n",
       "    350.9,\n",
       "    387.81,\n",
       "    356.5,\n",
       "    385.81,\n",
       "    357.3,\n",
       "    385.41,\n",
       "    361.3,\n",
       "    384.21,\n",
       "    363.7,\n",
       "    380.21,\n",
       "    365.9,\n",
       "    378.81,\n",
       "    366.9,\n",
       "    375.81,\n",
       "    367.9,\n",
       "    373.81,\n",
       "    369.5,\n",
       "    370.81,\n",
       "    370.9,\n",
       "    369.01,\n",
       "    373.1,\n",
       "    367.61,\n",
       "    376.7,\n",
       "    366.61,\n",
       "    379.3,\n",
       "    365.41,\n",
       "    382.3,\n",
       "    364.61,\n",
       "    384.1,\n",
       "    365.21,\n",
       "    385.5,\n",
       "    367.21,\n",
       "    385.7,\n",
       "    370.01,\n",
       "    385.1,\n",
       "    372.41,\n",
       "    385.1,\n",
       "    373.61,\n",
       "    387.9,\n",
       "    374.61,\n",
       "    388.7,\n",
       "    374.61,\n",
       "    388.7,\n",
       "    374.61,\n",
       "    390.3,\n",
       "    372.41,\n",
       "    391.7,\n",
       "    371.21,\n",
       "    392.5,\n",
       "    368.61,\n",
       "    393.1,\n",
       "    364.21,\n",
       "    392.9,\n",
       "    362.21,\n",
       "    392.9,\n",
       "    360.41,\n",
       "    392.9,\n",
       "    358.21,\n",
       "    394.7,\n",
       "    355.81,\n",
       "    396.1,\n",
       "    353.81,\n",
       "    398.5,\n",
       "    352.41,\n",
       "    402.1,\n",
       "    354.21,\n",
       "    404.5,\n",
       "    358.01,\n",
       "    405.9,\n",
       "    361.01,\n",
       "    408.1,\n",
       "    363.61,\n",
       "    409.1,\n",
       "    363.81,\n",
       "    410.3,\n",
       "    363.61,\n",
       "    411.1,\n",
       "    362.41,\n",
       "    411.1,\n",
       "    359.61,\n",
       "    412.9,\n",
       "    352.61,\n",
       "    412.9,\n",
       "    350.41,\n",
       "    413.3,\n",
       "    348.81,\n",
       "    414.5,\n",
       "    347.01,\n",
       "    415.9,\n",
       "    344.81,\n",
       "    417.9,\n",
       "    342.61,\n",
       "    420.7,\n",
       "    344.41,\n",
       "    421.7,\n",
       "    348.21,\n",
       "    421.9,\n",
       "    349.61,\n",
       "    420.7,\n",
       "    348.41,\n",
       "    420.3,\n",
       "    347.01,\n",
       "    417.1,\n",
       "    346.41,\n",
       "    416.1,\n",
       "    349.81,\n",
       "    416.1,\n",
       "    352.61,\n",
       "    415.9,\n",
       "    354.01,\n",
       "    415.9,\n",
       "    357.21,\n",
       "    415.5,\n",
       "    358.41,\n",
       "    414.7,\n",
       "    360.61,\n",
       "    413.9,\n",
       "    362.61,\n",
       "    413.3,\n",
       "    365.21,\n",
       "    412.5,\n",
       "    366.01,\n",
       "    411.3,\n",
       "    366.41,\n",
       "    406.9,\n",
       "    365.41,\n",
       "    405.1,\n",
       "    363.01,\n",
       "    404.1,\n",
       "    361.61,\n",
       "    402.1,\n",
       "    359.41,\n",
       "    400.5,\n",
       "    357.21,\n",
       "    399.1,\n",
       "    355.61,\n",
       "    398.3,\n",
       "    355.61,\n",
       "    397.1,\n",
       "    358.21,\n",
       "    396.7,\n",
       "    361.41,\n",
       "    396.7,\n",
       "    364.21,\n",
       "    396.7,\n",
       "    367.01,\n",
       "    396.1,\n",
       "    369.41,\n",
       "    395.5,\n",
       "    371.21,\n",
       "    395.1,\n",
       "    373.41,\n",
       "    394.3,\n",
       "    374.61,\n",
       "    393.1,\n",
       "    376.01,\n",
       "    391.3,\n",
       "    376.81,\n",
       "    388.9,\n",
       "    377.01,\n",
       "    386.9,\n",
       "    377.01,\n",
       "    383.7,\n",
       "    376.81,\n",
       "    382.1,\n",
       "    375.61,\n",
       "    381.5,\n",
       "    373.61,\n",
       "    381.5,\n",
       "    370.61,\n",
       "    381.9,\n",
       "    369.61,\n",
       "    381.9,\n",
       "    367.21,\n",
       "    380.7,\n",
       "    367.01,\n",
       "    378.1,\n",
       "    368.01,\n",
       "    375.9,\n",
       "    369.41,\n",
       "    374.7,\n",
       "    370.41,\n",
       "    372.5,\n",
       "    372.41,\n",
       "    370.9,\n",
       "    374.61,\n",
       "    370.1,\n",
       "    376.01,\n",
       "    369.1,\n",
       "    378.41,\n",
       "    368.1,\n",
       "    380.61,\n",
       "    366.7,\n",
       "    383.41,\n",
       "    365.3,\n",
       "    385.41,\n",
       "    363.3,\n",
       "    386.81,\n",
       "    358.3,\n",
       "    387.81,\n",
       "    357.7,\n",
       "    388.61,\n",
       "    353.3,\n",
       "    391.01,\n",
       "    349.1,\n",
       "    391.01,\n",
       "    346.5,\n",
       "    389.61,\n",
       "    345.9,\n",
       "    388.61,\n",
       "    345.1,\n",
       "    387.21,\n",
       "    345.1,\n",
       "    385.41,\n",
       "    344.7,\n",
       "    384.41,\n",
       "    342.7,\n",
       "    385.21,\n",
       "    341.7,\n",
       "    386.61,\n",
       "    341.3,\n",
       "    387.01,\n",
       "    338.9,\n",
       "    387.01,\n",
       "    337.7,\n",
       "    385.61,\n",
       "    336.1,\n",
       "    384.21,\n",
       "    335.9,\n",
       "    379.81,\n",
       "    335.9,\n",
       "    379.01,\n",
       "    334.3,\n",
       "    377.01,\n",
       "    331.1,\n",
       "    375.01,\n",
       "    329.1,\n",
       "    374.41,\n",
       "    324.5,\n",
       "    375.01,\n",
       "    320.9,\n",
       "    377.41,\n",
       "    317.9,\n",
       "    379.41,\n",
       "    316.0,\n",
       "    382.2,\n",
       "    313.1,\n",
       "    383.81,\n",
       "    308.2,\n",
       "    384.9,\n",
       "    303.9,\n",
       "    383.81,\n",
       "    300.7,\n",
       "    382.41,\n",
       "    297.5,\n",
       "    381.01,\n",
       "    294.3,\n",
       "    379.81,\n",
       "    292.1,\n",
       "    378.61,\n",
       "    289.3,\n",
       "    376.41,\n",
       "    286.7,\n",
       "    374.01,\n",
       "    285.1,\n",
       "    372.01,\n",
       "    284.3,\n",
       "    370.61,\n",
       "    283.1,\n",
       "    369.81,\n",
       "    280.3,\n",
       "    369.81,\n",
       "    278.1,\n",
       "    370.81,\n",
       "    275.3,\n",
       "    371.21,\n",
       "    272.5,\n",
       "    371.61,\n",
       "    268.9,\n",
       "    370.61,\n",
       "    266.9,\n",
       "    369.41,\n",
       "    263.5,\n",
       "    365.81,\n",
       "    261.1,\n",
       "    362.41,\n",
       "    259.5,\n",
       "    360.61,\n",
       "    258.7,\n",
       "    359.41,\n",
       "    257.7,\n",
       "    357.21,\n",
       "    256.5,\n",
       "    353.61,\n",
       "    256.5,\n",
       "    349.81,\n",
       "    256.1,\n",
       "    347.21,\n",
       "    255.5,\n",
       "    344.21,\n",
       "    255.5,\n",
       "    340.21,\n",
       "    255.1,\n",
       "    336.81,\n",
       "    254.1,\n",
       "    333.81,\n",
       "    253.1,\n",
       "    327.61,\n",
       "    253.3,\n",
       "    325.21,\n",
       "    253.3,\n",
       "    322.21,\n",
       "    254.1,\n",
       "    320.21,\n",
       "    255.1,\n",
       "    318.01,\n",
       "    257.5,\n",
       "    316.21,\n",
       "    259.9,\n",
       "    314.61,\n",
       "    261.9,\n",
       "    313.21,\n",
       "    262.7,\n",
       "    310.61,\n",
       "    263.9,\n",
       "    306.61,\n",
       "    264.1,\n",
       "    304.21,\n",
       "    262.3,\n",
       "    301.61,\n",
       "    261.9,\n",
       "    299.61,\n",
       "    260.9,\n",
       "    297.81,\n",
       "    260.1,\n",
       "    296.61,\n",
       "    258.3,\n",
       "    296.41,\n",
       "    257.1,\n",
       "    296.21,\n",
       "    255.7,\n",
       "    295.21,\n",
       "    253.1,\n",
       "    295.81,\n",
       "    252.9,\n",
       "    295.81]],\n",
       "  'area': 1373.0,\n",
       "  'bbox': [252.3, 288.21, 169.6, 102.8],\n",
       "  'iscrowd': 0,\n",
       "  'attributes': {'occluded': False}})"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coco.imgs[1], coco.anns[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_image(coco_inst:COCO, idx:int):\n",
    "    img_path = os.path.join(COCOROOT, \"images\", coco_inst.imgs[idx][\"file_name\"])\n",
    "    plt.figure()\n",
    "    plt.axis(\"off\")\n",
    "    img = cv2.imread(img_path)\n",
    "    print(img.shape)\n",
    "    plt.imshow(img)\n",
    "\n",
    "def show_image_ann(coco_inst:COCO, idx:int):\n",
    "    img_path = os.path.join(COCOROOT, \"images\", coco_inst.imgs[idx][\"file_name\"])\n",
    "    plt.figure()\n",
    "    plt.axis(\"off\")\n",
    "    img = cv2.imread(img_path)\n",
    "    plt.imshow(img)\n",
    "    annIds = coco_inst.getAnnIds(imgIds=idx, iscrowd=None)\n",
    "    anns = coco_inst.loadAnns(annIds)\n",
    "    coco.showAnns(anns)\n",
    "    for ann in anns:\n",
    "        # 获取边界框的坐标\n",
    "        x, y, w, h = ann['bbox']\n",
    "        # 将边界框的坐标调整为整数值\n",
    "        x, y = int(x), int(y)\n",
    "        w, h = int(w), int(h)\n",
    "        # 绘制边界框\n",
    "        plt.gca().add_patch(plt.Rectangle((x, y), w, h, linewidth=1, edgecolor='r', facecolor='none'))\n",
    "        # 绘制类别标签\n",
    "        category_id = ann['category_id']\n",
    "        plt.text(x, y, s=str(category_id), color='white', verticalalignment='top', bbox={'color': 'red', 'pad': 0})\n",
    "\n",
    "def show_mask(coco_inst:COCO, idx:int, mask_idx:int):\n",
    "    img_path = os.path.join(COCOROOT, \"images\", coco_inst.imgs[idx][\"file_name\"])\n",
    "    plt.figure()\n",
    "    plt.axis(\"off\")\n",
    "    annIds = coco_inst.getAnnIds(imgIds=idx, iscrowd=None)\n",
    "    anns = coco_inst.loadAnns(annIds)\n",
    "    mask = coco.annToMask(anns[mask_idx])      \n",
    "    plt.imshow(mask, cmap=\"gray\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image(coco, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_image_ann(coco, 186)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_mask(coco, 1, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "annIds = coco.getAnnIds(imgIds=1, iscrowd=None)\n",
    "anns = coco.loadAnns(annIds)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## COCO转mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def coco2mask(coco_inst:COCO, idx:int):\n",
    "    img_path = os.path.join(COCOROOT, \"images\", coco_inst.imgs[idx][\"file_name\"])\n",
    "    annIds = coco_inst.getAnnIds(imgIds=idx, iscrowd=None)\n",
    "    anns = coco_inst.loadAnns(annIds)\n",
    "    output_mask = None\n",
    "    for ann in anns:\n",
    "        category_id = ann['category_id']\n",
    "        temp_mask = coco.annToMask(ann) \n",
    "        if output_mask is None: output_mask = temp_mask * category_id\n",
    "        else: output_mask += temp_mask * category_id\n",
    "    return output_mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((512, 512), 41)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mk = coco2mask(coco, 186)\n",
    "plt.imshow(mk)\n",
    "mk.shape, mk.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.makedirs(os.path.join(COCOROOT, \"mask\"), exist_ok=True)\n",
    "mask_dir = os.path.join(COCOROOT, \"mask\")\n",
    "\n",
    "for idx in coco.getImgIds():\n",
    "    msk = coco2mask(coco, idx)\n",
    "    f_name = coco.imgs[idx][\"file_name\"]\n",
    "    out_path = os.path.join(mask_dir, f_name)\n",
    "    cv2.imwrite(out_path, msk)\n",
    "    # print(out_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 载入mask测试\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((512, 512, 3), array([ 0, 13, 16, 17, 24, 40, 41], dtype=uint8))"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "msk = np.array(cv2.imread(os.path.join(mask_dir, \"266.png\")))\n",
    "msk.shape, np.unique(msk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((512, 512), array([ 0, 13, 16, 17, 24, 40, 41], dtype=uint8))"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "msk = np.array(Image.open(os.path.join(mask_dir, \"266.png\")))\n",
    "msk.shape, np.unique(np.array(msk))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_21390/425215632.py:5: DeprecationWarning: NEAREST is deprecated and will be removed in Pillow 10 (2023-07-01). Use Resampling.NEAREST or Dither.NONE instead.\n",
      "  msk.resize((newW, newH), resample=Image.NEAREST)\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=256x256>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "msk = Image.open(os.path.join(mask_dir, \"266.png\"))\n",
    "w, h = msk.size\n",
    "scale = 0.5\n",
    "newW, newH = int(scale * w), int(scale * h)\n",
    "msk.resize((newW, newH), resample=Image.NEAREST)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  7 20 21 22 23 24 25]\n"
     ]
    }
   ],
   "source": [
    "unk = []\n",
    "unk_arr = None\n",
    "for i in coco.getImgIds():\n",
    "    msk = np.asarray(Image.open(os.path.join(mask_dir, f\"{i}.png\")))\n",
    "    unk = list(np.unique(msk))\n",
    "    tmp_unk = list(np.unique(msk))\n",
    "    unk += tmp_unk\n",
    "    unk_arr = np.unique(np.array(unk))\n",
    "print(unk_arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "24 34\n",
      "77 44\n",
      "95 41\n",
      "214 42\n",
      "218 39\n",
      "229 44\n",
      "266 41\n",
      "298 35\n"
     ]
    }
   ],
   "source": [
    "for idx in range(1, 300):\n",
    "    msk = np.asarray(Image.open(os.path.join(mask_dir, f\"{idx}.png\")))\n",
    "    if np.unique(msk).max() > 26:\n",
    "        print(idx, np.unique(msk).max())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "186\n"
     ]
    }
   ],
   "source": [
    "os.makedirs(os.path.join(COCOROOT, \"mask\"), exist_ok=True)\n",
    "mask_dir = os.path.join(COCOROOT, \"mask\")\n",
    "\n",
    "for idx in coco.getImgIds():\n",
    "    msk = coco2mask(coco, idx)\n",
    "    f_name = coco.imgs[idx][\"file_name\"]\n",
    "    if f_name==\"266.png\":\n",
    "        print(idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=0.21s)\n",
      "creating index...\n",
      "index created!\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[{'id': 1, 'name': '1', 'supercategory': ''},\n",
       " {'id': 2, 'name': '2', 'supercategory': ''},\n",
       " {'id': 3, 'name': '3', 'supercategory': ''},\n",
       " {'id': 4, 'name': '4', 'supercategory': ''},\n",
       " {'id': 5, 'name': '5', 'supercategory': ''},\n",
       " {'id': 6, 'name': '6', 'supercategory': ''},\n",
       " {'id': 7, 'name': '7', 'supercategory': ''},\n",
       " {'id': 8, 'name': '8', 'supercategory': ''},\n",
       " {'id': 9, 'name': '9', 'supercategory': ''},\n",
       " {'id': 10, 'name': '9a', 'supercategory': ''},\n",
       " {'id': 11, 'name': '10', 'supercategory': ''},\n",
       " {'id': 12, 'name': '10a', 'supercategory': ''},\n",
       " {'id': 13, 'name': '11', 'supercategory': ''},\n",
       " {'id': 14, 'name': '12', 'supercategory': ''},\n",
       " {'id': 15, 'name': '12a', 'supercategory': ''},\n",
       " {'id': 16, 'name': '13', 'supercategory': ''},\n",
       " {'id': 17, 'name': '14', 'supercategory': ''},\n",
       " {'id': 18, 'name': '14a', 'supercategory': ''},\n",
       " {'id': 19, 'name': '15', 'supercategory': ''},\n",
       " {'id': 20, 'name': '16', 'supercategory': ''},\n",
       " {'id': 21, 'name': '16a', 'supercategory': ''},\n",
       " {'id': 22, 'name': '16b', 'supercategory': ''},\n",
       " {'id': 23, 'name': '16c', 'supercategory': ''},\n",
       " {'id': 24, 'name': '12b', 'supercategory': ''},\n",
       " {'id': 25, 'name': '14b', 'supercategory': ''},\n",
       " {'id': 26, 'name': 'stenosis', 'supercategory': ''}]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "COCOROOT = \"./dataset/arcade_challenge_datasets/dataset_phase_1/stenosis_dataset/sten_train\"\n",
    "ANNFILE = os.path.join(COCOROOT, f'annotations/sten_train.json')\n",
    "# initialize COCO api for instance annotations\n",
    "coco=COCO(ANNFILE)\n",
    "coco.loadCats(coco.getCatIds())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "torch201",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
